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Fairness

Papers

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Showing 1526–1550 of 5676 papers

TitleStatusHype
Learning under Imitative Strategic Behavior with Unforeseeable OutcomesCode0
Fair Recommendations with Limited Sensitive Attributes: A Distributionally Robust Optimization ApproachCode0
Language Fairness in Multilingual Information RetrievalCode0
Type2Branch: Keystroke Biometrics based on a Dual-branch Architecture with Attention Mechanisms and Set2set Loss—0
Individual Fairness Through Reweighting and Tuning—0
Non-iterative Optimization of Trajectory and Radio Resource for Aerial NetworkCode0
Are We Really Achieving Better Beyond-Accuracy Performance in Next Basket Recommendation?—0
Are Models Biased on Text without Gender-related Language?Code0
Multigroup Robustness—0
Neural Dynamic Data Valuation—0
Fairness Without Demographics in Human-Centered Federated Learning—0
Reliable or Deceptive? Investigating Gated Features for Smooth Visual Explanations in CNNsCode0
FALE: Fairness-Aware ALE Plots for Auditing Bias in Subgroups—0
Predicting Fairness of ML Software Configurations—0
Mapping the Potential of Explainable AI for Fairness Along the AI Lifecycle—0
Bias Neutralization Framework: Measuring Fairness in Large Language Models with Bias Intelligence Quotient (BiQ)—0
Learning Fairer Representations with FairVIC—0
A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness—0
FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data—0
A Taxation Perspective for Fair Re-rankingCode0
From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness MatchingCode1
Algorithmic Fairness: A Tolerance Perspective—0
Bridging the Fairness Divide: Achieving Group and Individual Fairness in Graph Neural Networks—0
Lazy Data Practices Harm Fairness ResearchCode0
FairGT: A Fairness-aware Graph TransformerCode0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86—Unverified
21D-CSNNPredictive Equality (age)97.8—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96—Unverified